Prompt Design at Scale: How Format, Instruction Count, and Context Length Shape Instruction Adherence and Hallucination in Large Language Models

30秒で要点

何が起きたか

Study tests how instruction count, format, and context length affect LLM compliance and hallucination across five models using a controlled synthetic corpus.

なぜ重要か

Matters for engineers building production systems who need empirical guidance on prompt design choices currently made with little evidence.

注意点

Results are model-specific and sometimes contradict expectations; markdown showed no consistent advantage, and token overhead varies by format and context length.